# Matt Palmer (@mattpalmer) on youtube

- id: koinon:creator:youtube_mattpalmer
- url: https://koinonlink.com/kol/youtube/mattpalmer
- schema_version: 1.3

## Identity
- platform: youtube
- handle: mattpalmer
- platform_url: https://www.youtube.com/@mattpalmer
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 34000
- posts_observed: 132
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Vibe coding and AI prototyping, Developer Relations career paths, AI for non-technical builders, Rapid app building and experimentation, Changes in learning and coding with AI
- bio: Building with the lastest AI tools.

## Audience (inferred)
- status: present
- description: Aspiring AI builders, indie developers, and non-technical founders focused on rapid prototyping and vibe coding with tools like Replit
- roles: dev
- seniority: practitioner
- pain_points: Fear of failure when starting to build, Slow idea validation and long development cycles, Intimidation around learning to code or creating video content, Uncertainty about security and best practices when using AI tools
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_mattpalmer#7822f633] Fear of failure is the biggest hurdle (https://www.youtube.com/@mattpalmer)
- [youtube_mattpalmer#04c40d71] Debugging is a life skill
- [youtube_mattpalmer#534dadeb] Vibe coding is engineering
- [youtube_mattpalmer#0c037458] Should everyone vibe code all the time?
- [youtube_mattpalmer#c881c9d1] How do you measure success in developer relations?
- [youtube_mattpalmer#4e21060a] How can a data engineer become a DevRel?
- [youtube_mattpalmer#6f0df777] Do you want to be an educator?
- [youtube_mattpalmer#feb92679] The power of data fundamentals in building with AI

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=35, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=0, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=0, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=0, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=0, method=platform_profile

## Freshness
- profile_checked_days_ago: 0
- content_analysed_days_ago: 0
- audience_updated_days_ago: 35

## AI retrieval
- indexing_requests: 1
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_mattpalmer
- Request removal: https://koinonlink.com/claim?k=youtube_mattpalmer
- Terms: https://koinonlink.com/for-ai